Abstract
This article is a continuation of our article in Dilworth et al. (Can J Math 72:774–804, 2020). We construct orthogonal bases of the cycle and cut spaces of the Laakso graph \(\mathcal {L}_n\). They are used to analyze projections from the edge space onto the cycle space and to obtain reasonably sharp estimates of the projection constant of \({\text {Lip}}_0(\mathcal {L}_n)\), the space of Lipschitz functions on \(\mathcal {L}_n\). We deduce that the Banach–Mazur distance from \({\mathrm{TC}}\quad (\mathcal {L}_n)\), the transportation cost space of \(\mathcal {L}_n\), to \(\ell _1^N\) of the same dimension is at least \((3n-5)/8\), which is the analogue of a result from [op. cit.] for the diamond graph \(D_n\). We calculate the exact projection constants of \({\text {Lip}}_0(D_{n,k})\), where \(D_{n,k}\) is the diamond graph of branching k. We also provide simple examples of finite metric spaces, transportation cost spaces on which contain \(\ell _\infty ^3\) and \(\ell _\infty ^4\) isometrically.
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References
Aliaga, R.J., Pernecká, E.: Supports and extreme points in Lipschitz-free spaces. Rev. Mat. Iberoam. 36(7), 2073–2089 (2020). https://doi.org/10.4171/rmi/1191
Andrew, A.D.: On subsequences of the Haar system in \(C(\Delta )\). Israel J. Math. 31, 85–90 (1978)
Baudier, F.P., Motakis, P., Schlumprecht, T., Zsák, A.: Stochastic approximation of lamplighter metrics, arXiv:2003.06093v2
Benyamini, Y., Lindenstrauss, J.: Geometric nonlinear functional analysis. Vol. 1. American Mathematical Society Colloquium Publications, 48. American Mathematical Society, Providence, RI (2000)
Charikar, M.S.: Similarity estimation techniques from rounding algorithms. In: Proceedings of the Thirty-Fourth Annual ACM Symposium on Theory of Computing, pp. 380–388. ACM, New York (2002)
Dalet, A., Kaufmann, P.L., Procházka, A.: Characterization of metric spaces whose free space is isometric to \(\ell _1\). Bull. Belg. Math. Soc. Simon Stevin 23(3), 391–400 (2016)
Diestel, R.: Graph Theory, Graduate Texts in Mathematics, 173, 5th edn. Springer, Berlin (2017)
Dilworth, S.J., Kutzarova, D., Ostrovskii, M.I.: Lipschitz-free spaces of finite metric spaces. Can. J. Math. 72, 774–804 (2020)
Fakcharoenphol, J., Rao, S., Talwar, K.: A tight bound on approximating arbitrary metrics by tree metrics. J. Comput. System Sci. 69(3), 485–497 (2004); Conference version: Proceedings of the Thirty-Fifth Annual ACM Symposium on Theory of Computing, pp. 448–455. ACM, New York (2003)
Godard, A.: Tree metrics and their Lipschitz-free spaces. Proc. Am. Math. Soc. 138(12), 4311–4320 (2010)
Grünbaum, B.: Projection constants. Trans. Am. Math. Soc. 95, 451–465 (1960)
Gupta, A., Newman, I., Rabinovich, Y., Sinclair, A.: Cuts, trees and \(\ell _1\)-embeddings of graphs. Combinatorica 24, 233–269 (2004); Conference version in: 40th Annual IEEE Symposium on Foundations of Computer Science, pp. 399–408 (1999)
Indyk, P., Thaper, N.: Fast image retrieval via embeddings. In: ICCV 03: Proceedings of the 3rd International Workshop on Statistical and Computational Theories of Vision (2003)
Johnson, W.B., Schechtman, G.: Diamond graphs and super-reflexivity. J. Topol. Anal. 1(2), 177–189 (2009)
Kantorovich, L.V.: On mass transportation (Russian), Doklady Acad. Naus SSSR (N.S.) 37, 199–201 (1942); English transl.: J. Math. Sci. (N. Y.) 133(4), 1381–1382 (2006)
Kantorovich, L.V., Gavurin, M.K.: Application of mathematical methods in the analysis of cargo flows (Russian), In: Problems of improving of transport efficiency, USSR Academy of Sciences Publishers, Moscow, pp. 110–138 (1949)
Khan, S.S., Mim, M., Ostrovskii, M.I.: Isometric copies of \(\ell _\infty ^n\) and \(\ell _1^n\) in transportation cost spaces on finite metric spaces. In: The Mathematical Legacy of Victor Lomonosov. Operator Theory, pp. 189–203. De Gruyter (2020). https://doi.org/10.1515/9783110656756-014
Laakso, T.J.: Ahlfors \(Q\)-regular spaces with arbitrary \(Q > 1\) admitting weak Poincare inequality. Geom. Funct. Anal. 10(1), 111–123 (2000)
Lang, U., Plaut, C.: Bilipschitz embeddings of metric spaces into space forms. Geom. Dedicata 87, 285–307 (2001)
Lee, J.R., Raghavendra, P.: Coarse differentiation and multi-flows in planar graphs. Discrete Comput. Geom. 43(2), 346–362 (2010)
Ostrovska, S., Ostrovskii, M.I.: Non-existence of embeddings with uniformly bounded distortions of Laakso graphs into diamond graphs. Discrete Math. 340, 9–17 (2017)
Ostrovska, S., Ostrovskii, M.I.: Generalized transportation cost spaces. Mediterr. J. Math. 16, no. 6, Paper No. 157 (2019)
Ostrovska, S., Ostrovskii, M.I.: On relations between transportation cost spaces and \(\ell _1\). J. Math. Anal. Appl. 491(2), 124338 (2020). https://doi.org/10.1016/j.jmaa.2020.124338
Ostrovskii, M.I.: On metric characterizations of some classes of Banach spaces. C. R. Acad. Bulgare Sci. 64(6), 775–784 (2011)
Ostrovskii, M.I.: Metric Embeddings: Bilipschitz and Coarse Embeddings into Banach Spaces, de Gruyter Studies in Mathematics, 49. Walter de Gruyter & Co., Berlin (2013)
Ostrovskii, M.I., Randrianantoanina, B.: A new approach to low-distortion embeddings of finite metric spaces into non-superreflexive Banach spaces. J. Funct. Anal. 273(2), 598–651 (2017)
Rudin, W.: Projections on invariant subspaces. Proc. Am. Math. Soc. 13, 429–432 (1962)
Weaver, N.: Lipschitz Algebras, 2nd edn. World Scientific Publishing Co. Pte. Ltd., Hackensack (2018)
Acknowledgements
The authors thank the referee for a very careful reading of the manuscript and for making numerous corrections and helpful suggestions which resulted in a much clearer presentation. The second author acknowledges the support from the Simons Foundation under Collaborative Grant No 636954. The third author gratefully acknowledges the support by the National Science Foundation Grant NSF DMS-1953773.
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Dilworth, S.J., Kutzarova, D. & Ostrovskii, M.I. Analysis on Laakso graphs with application to the structure of transportation cost spaces. Positivity 25, 1403–1435 (2021). https://doi.org/10.1007/s11117-021-00821-w
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DOI: https://doi.org/10.1007/s11117-021-00821-w
Keywords
- Analysis on Laakso graphs
- Arens–Eells space
- Diamond graphs
- Earth mover distance
- Kantorovich–Rubinstein distance
- Laakso graphs
- Lipschitz-free space
- Transportation cost
- Wasserstein distance